{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.97606937717\n",
      "4893\n",
      "4893\n",
      "2.5086531549477775\n",
      "4893\n",
      "4893\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -*- coding: utf-8\n",
    "#随时间变化的延迟\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import sys\n",
    "from openpyxl import Workbook\n",
    "from openpyxl.utils import get_column_letter\n",
    "import pandas as pd\n",
    "import scipy\n",
    "import os\n",
    "import sys\n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import * \n",
    "import math\n",
    "from numpy import cumsum\n",
    "\n",
    "filename= 'result/base/1/DUSR_0_out'\n",
    "filename1='result/Copy/1/DUSR_0_out'\n",
    "outfile = 'picture/test'\n",
    "#数据输入\n",
    "def get_trace_reference(filename):\n",
    "    \n",
    "    file_base = open(filename)\n",
    "    \n",
    "    flag=0\n",
    "    \n",
    "    x = []\n",
    "    y = []\n",
    "    \n",
    "    while 1:\n",
    "        \n",
    "        base_lines = file_base.readlines(100000)\n",
    "             \n",
    "        if (not base_lines):\n",
    "            \n",
    "            break \n",
    "            \n",
    "        for base_line in base_lines:\n",
    "\n",
    "            if str(base_line).startswith(\"      arrive\"):\n",
    "\n",
    "                flag=1\n",
    "                \n",
    "                continue\n",
    "\n",
    "            if str(base_line).startswith(\"the 0 channel,\"):\n",
    "\n",
    "                flag=0\n",
    "                \n",
    "            if(flag==1):\n",
    "                \n",
    "                if(len(base_line.split())!=7):\n",
    "                    \n",
    "                    print(\"error\\n\")\n",
    "                    \n",
    "                    print(base_line.split(),len(base_line.split()))\n",
    "                    \n",
    "                if(int(base_line.split()[3])==1):\n",
    "                    if(int(base_line.split()[6])!=1000):\n",
    "                        x.append(int(base_line.split()[4])/1e9/3600)\n",
    "                        y.append(int(base_line.split()[6])/1e6)\n",
    "    file_base.close()\n",
    "    x_1 = []\n",
    "    y_1 = []\n",
    "    print(max(x))\n",
    "   # print(max(y))\n",
    "    for i in range(len(x)):\n",
    "        if(x[i]>1.6 and x[i]<1.8):\n",
    "            x_1.append(x[i])\n",
    "            y_1.append(y[i])\n",
    "    \n",
    "    print(len(x_1))\n",
    "    print(len(y_1))\n",
    "\n",
    "\n",
    " \n",
    "    return x_1,y_1\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False #用来正常显示负号\n",
    "plt.rcParams['xtick.direction'] = 'in'\n",
    "plt.rcParams['ytick.direction'] = 'in'\n",
    "tick_params(direction='in')\n",
    "ax = plt.gca()\n",
    "    \n",
    "#参数：对比输出文件 本身输出文件 输出文件夹+图片前缀\n",
    "x1,y1 = get_trace_reference(filename)\n",
    "x2,y2 = get_trace_reference(filename1)\n",
    "plt.plot(x1,y1,'b--',label=\"BaseLine\")\n",
    "plt.plot(x2,y2,'r--',label=\"Copyback\")\n",
    " \n",
    "plt.ylabel(u\"读请求延迟（单位：毫秒）\")\n",
    "plt.xlabel(u\"时间（单位：小时）\")\n",
    "plt.legend(loc = 'best') \n",
    "plt.tight_layout()\n",
    "plt.savefig(outfile+\"op_read.png\", bbox_inches = 'tight')\n",
    "plt.show() "
   ]
  }
 ],
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